{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>5.1</th>\n",
       "      <th>3.5</th>\n",
       "      <th>1.4</th>\n",
       "      <th>0.2</th>\n",
       "      <th>Iris-setosa</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   5.1  3.5  1.4  0.2  Iris-setosa\n",
       "0  4.9  3.0  1.4  0.2  Iris-setosa\n",
       "1  4.7  3.2  1.3  0.2  Iris-setosa\n",
       "2  4.6  3.1  1.5  0.2  Iris-setosa\n",
       "3  5.0  3.6  1.4  0.2  Iris-setosa\n",
       "4  5.4  3.9  1.7  0.4  Iris-setosa\n",
       "5  4.6  3.4  1.4  0.3  Iris-setosa"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "iris_data = pd.read_csv('iris.data')\n",
    "iris_data.head(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width        class\n",
       "0           4.9          3.0           1.4          0.2  Iris-setosa\n",
       "1           4.7          3.2           1.3          0.2  Iris-setosa\n",
       "2           4.6          3.1           1.5          0.2  Iris-setosa\n",
       "3           5.0          3.6           1.4          0.2  Iris-setosa\n",
       "4           5.4          3.9           1.7          0.4  Iris-setosa"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_data.columns = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width', 'class']\n",
    "iris_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "\n",
    "img=Image.open('iris.jpg')\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>149.000000</td>\n",
       "      <td>149.000000</td>\n",
       "      <td>149.000000</td>\n",
       "      <td>149.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.848322</td>\n",
       "      <td>3.051007</td>\n",
       "      <td>3.774497</td>\n",
       "      <td>1.205369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.828594</td>\n",
       "      <td>0.433499</td>\n",
       "      <td>1.759651</td>\n",
       "      <td>0.761292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       sepal_length  sepal_width  petal_length  petal_width\n",
       "count    149.000000   149.000000    149.000000   149.000000\n",
       "mean       5.848322     3.051007      3.774497     1.205369\n",
       "std        0.828594     0.433499      1.759651     0.761292\n",
       "min        4.300000     2.000000      1.000000     0.100000\n",
       "25%        5.100000     2.800000      1.600000     0.300000\n",
       "50%        5.800000     3.000000      4.400000     1.300000\n",
       "75%        6.400000     3.300000      5.100000     1.800000\n",
       "max        7.900000     4.400000      6.900000     2.500000"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x23b63792780>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 463.5x360 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "sns.pairplot(iris_data.dropna(), \n",
    "             hue='class', \n",
    "             x_vars=[\"sepal_width\", \"sepal_length\"], \n",
    "             y_vars=[\"petal_width\", \"petal_length\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x23b63990cf8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 823.5x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris_data, hue=\"class\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = iris_data.iloc[:,0:4].values\n",
    "y = iris_data['class'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-1.1483555  -0.11805969 -1.35396443 -1.32506301]\n",
      " [-1.3905423   0.34485856 -1.41098555 -1.32506301]\n",
      " [-1.51163569  0.11339944 -1.29694332 -1.32506301]\n",
      " [-1.02726211  1.27069504 -1.35396443 -1.32506301]\n",
      " [-0.54288852  1.9650724  -1.18290109 -1.0614657 ]\n",
      " [-1.51163569  0.8077768  -1.35396443 -1.19326436]\n",
      " [-1.02726211  0.8077768  -1.29694332 -1.32506301]\n",
      " [-1.75382249 -0.34951881 -1.35396443 -1.32506301]\n",
      " [-1.1483555   0.11339944 -1.29694332 -1.45686167]\n",
      " [-0.54288852  1.50215416 -1.29694332 -1.32506301]\n",
      " [-1.2694489   0.8077768  -1.23992221 -1.32506301]\n",
      " [-1.2694489  -0.11805969 -1.35396443 -1.45686167]\n",
      " [-1.87491588 -0.11805969 -1.52502777 -1.45686167]\n",
      " [-0.05851493  2.19653152 -1.46800666 -1.32506301]\n",
      " [-0.17960833  3.122368   -1.29694332 -1.0614657 ]\n",
      " [-0.54288852  1.9650724  -1.41098555 -1.0614657 ]\n",
      " [-0.90616871  1.03923592 -1.35396443 -1.19326436]\n",
      " [-0.17960833  1.73361328 -1.18290109 -1.19326436]\n",
      " [-0.90616871  1.73361328 -1.29694332 -1.19326436]\n",
      " [-0.54288852  0.8077768  -1.18290109 -1.32506301]\n",
      " [-0.90616871  1.50215416 -1.29694332 -1.0614657 ]\n",
      " [-1.51163569  1.27069504 -1.58204889 -1.32506301]\n",
      " [-0.90616871  0.57631768 -1.18290109 -0.92966704]\n",
      " [-1.2694489   0.8077768  -1.06885886 -1.32506301]\n",
      " [-1.02726211 -0.11805969 -1.23992221 -1.32506301]\n",
      " [-1.02726211  0.8077768  -1.23992221 -1.0614657 ]\n",
      " [-0.78507531  1.03923592 -1.29694332 -1.32506301]\n",
      " [-0.78507531  0.8077768  -1.35396443 -1.32506301]\n",
      " [-1.3905423   0.34485856 -1.23992221 -1.32506301]\n",
      " [-1.2694489   0.11339944 -1.23992221 -1.32506301]\n",
      " [-0.54288852  0.8077768  -1.29694332 -1.0614657 ]\n",
      " [-0.78507531  2.42799064 -1.29694332 -1.45686167]\n",
      " [-0.42179512  2.65944976 -1.35396443 -1.32506301]\n",
      " [-1.1483555   0.11339944 -1.29694332 -1.45686167]\n",
      " [-1.02726211  0.34485856 -1.46800666 -1.32506301]\n",
      " [-0.42179512  1.03923592 -1.41098555 -1.32506301]\n",
      " [-1.1483555   0.11339944 -1.29694332 -1.45686167]\n",
      " [-1.75382249 -0.11805969 -1.41098555 -1.32506301]\n",
      " [-0.90616871  0.8077768  -1.29694332 -1.32506301]\n",
      " [-1.02726211  1.03923592 -1.41098555 -1.19326436]\n",
      " [-1.63272909 -1.73827353 -1.41098555 -1.19326436]\n",
      " [-1.75382249  0.34485856 -1.41098555 -1.32506301]\n",
      " [-1.02726211  1.03923592 -1.23992221 -0.79786838]\n",
      " [-0.90616871  1.73361328 -1.06885886 -1.0614657 ]\n",
      " [-1.2694489  -0.11805969 -1.35396443 -1.19326436]\n",
      " [-0.90616871  1.73361328 -1.23992221 -1.32506301]\n",
      " [-1.51163569  0.34485856 -1.35396443 -1.32506301]\n",
      " [-0.66398191  1.50215416 -1.29694332 -1.32506301]\n",
      " [-1.02726211  0.57631768 -1.35396443 -1.32506301]\n",
      " [ 1.39460583  0.34485856  0.52773232  0.25652088]\n",
      " [ 0.66804545  0.34485856  0.41369009  0.38831953]\n",
      " [ 1.27351244  0.11339944  0.64177455  0.38831953]\n",
      " [-0.42179512 -1.73827353  0.12858453  0.12472222]\n",
      " [ 0.78913885 -0.58097793  0.47071121  0.38831953]\n",
      " [-0.17960833 -0.58097793  0.41369009  0.12472222]\n",
      " [ 0.54695205  0.57631768  0.52773232  0.52011819]\n",
      " [-1.1483555  -1.50681441 -0.27056327 -0.27067375]\n",
      " [ 0.91023225 -0.34951881  0.47071121  0.12472222]\n",
      " [-0.78507531 -0.81243705  0.07156341  0.25652088]\n",
      " [-1.02726211 -2.43265089 -0.15652104 -0.27067375]\n",
      " [ 0.06257847 -0.11805969  0.24262675  0.38831953]\n",
      " [ 0.18367186 -1.96973265  0.12858453 -0.27067375]\n",
      " [ 0.30476526 -0.34951881  0.52773232  0.25652088]\n",
      " [-0.30070172 -0.34951881 -0.09949993  0.12472222]\n",
      " [ 1.03132564  0.11339944  0.35666898  0.25652088]\n",
      " [-0.30070172 -0.11805969  0.41369009  0.38831953]\n",
      " [-0.05851493 -0.81243705  0.18560564 -0.27067375]\n",
      " [ 0.42585866 -1.96973265  0.41369009  0.38831953]\n",
      " [-0.30070172 -1.27535529  0.07156341 -0.1388751 ]\n",
      " [ 0.06257847  0.34485856  0.58475344  0.78371551]\n",
      " [ 0.30476526 -0.58097793  0.12858453  0.12472222]\n",
      " [ 0.54695205 -1.27535529  0.64177455  0.38831953]\n",
      " [ 0.30476526 -0.58097793  0.52773232 -0.00707644]\n",
      " [ 0.66804545 -0.34951881  0.29964787  0.12472222]\n",
      " [ 0.91023225 -0.11805969  0.35666898  0.25652088]\n",
      " [ 1.15241904 -0.58097793  0.58475344  0.25652088]\n",
      " [ 1.03132564 -0.11805969  0.69879566  0.65191685]\n",
      " [ 0.18367186 -0.34951881  0.41369009  0.38831953]\n",
      " [-0.17960833 -1.04389617 -0.15652104 -0.27067375]\n",
      " [-0.42179512 -1.50681441  0.0145423  -0.1388751 ]\n",
      " [-0.42179512 -1.50681441 -0.04247882 -0.27067375]\n",
      " [-0.05851493 -0.81243705  0.07156341 -0.00707644]\n",
      " [ 0.18367186 -0.81243705  0.75581678  0.52011819]\n",
      " [-0.54288852 -0.11805969  0.41369009  0.38831953]\n",
      " [ 0.18367186  0.8077768   0.41369009  0.52011819]\n",
      " [ 1.03132564  0.11339944  0.52773232  0.38831953]\n",
      " [ 0.54695205 -1.73827353  0.35666898  0.12472222]\n",
      " [-0.30070172 -0.11805969  0.18560564  0.12472222]\n",
      " [-0.42179512 -1.27535529  0.12858453  0.12472222]\n",
      " [-0.42179512 -1.04389617  0.35666898 -0.00707644]\n",
      " [ 0.30476526 -0.11805969  0.47071121  0.25652088]\n",
      " [-0.05851493 -1.04389617  0.12858453 -0.00707644]\n",
      " [-1.02726211 -1.73827353 -0.27056327 -0.27067375]\n",
      " [-0.30070172 -0.81243705  0.24262675  0.12472222]\n",
      " [-0.17960833 -0.11805969  0.24262675 -0.00707644]\n",
      " [-0.17960833 -0.34951881  0.24262675  0.12472222]\n",
      " [ 0.42585866 -0.34951881  0.29964787  0.12472222]\n",
      " [-0.90616871 -1.27535529 -0.44162661 -0.1388751 ]\n",
      " [-0.17960833 -0.58097793  0.18560564  0.12472222]\n",
      " [ 0.54695205  0.57631768  1.2690068   1.70630611]\n",
      " [-0.05851493 -0.81243705  0.75581678  0.91551417]\n",
      " [ 1.51569923 -0.11805969  1.21198569  1.17911148]\n",
      " [ 0.54695205 -0.34951881  1.04092235  0.78371551]\n",
      " [ 0.78913885 -0.11805969  1.15496457  1.31091014]\n",
      " [ 2.12116622 -0.11805969  1.61113348  1.17911148]\n",
      " [-1.1483555  -1.27535529  0.41369009  0.65191685]\n",
      " [ 1.75788602 -0.34951881  1.44007014  0.78371551]\n",
      " [ 1.03132564 -1.27535529  1.15496457  0.78371551]\n",
      " [ 1.63679263  1.27069504  1.32602791  1.70630611]\n",
      " [ 0.78913885  0.34485856  0.75581678  1.04731282]\n",
      " [ 0.66804545 -0.81243705  0.869859    0.91551417]\n",
      " [ 1.15241904 -0.11805969  0.98390123  1.17911148]\n",
      " [-0.17960833 -1.27535529  0.69879566  1.04731282]\n",
      " [-0.05851493 -0.58097793  0.75581678  1.57450745]\n",
      " [ 0.66804545  0.34485856  0.869859    1.4427088 ]\n",
      " [ 0.78913885 -0.11805969  0.98390123  0.78371551]\n",
      " [ 2.24225961  1.73361328  1.6681546   1.31091014]\n",
      " [ 2.24225961 -1.04389617  1.78219682  1.4427088 ]\n",
      " [ 0.18367186 -1.96973265  0.69879566  0.38831953]\n",
      " [ 1.27351244  0.34485856  1.09794346  1.4427088 ]\n",
      " [-0.30070172 -0.58097793  0.64177455  1.04731282]\n",
      " [ 2.24225961 -0.58097793  1.6681546   1.04731282]\n",
      " [ 0.54695205 -0.81243705  0.64177455  0.78371551]\n",
      " [ 1.03132564  0.57631768  1.09794346  1.17911148]\n",
      " [ 1.63679263  0.34485856  1.2690068   0.78371551]\n",
      " [ 0.42585866 -0.58097793  0.58475344  0.78371551]\n",
      " [ 0.30476526 -0.11805969  0.64177455  0.78371551]\n",
      " [ 0.66804545 -0.58097793  1.04092235  1.17911148]\n",
      " [ 1.63679263 -0.11805969  1.15496457  0.52011819]\n",
      " [ 1.87897942 -0.58097793  1.32602791  0.91551417]\n",
      " [ 2.48444641  1.73361328  1.49709126  1.04731282]\n",
      " [ 0.66804545 -0.58097793  1.04092235  1.31091014]\n",
      " [ 0.54695205 -0.58097793  0.75581678  0.38831953]\n",
      " [ 0.30476526 -1.04389617  1.04092235  0.25652088]\n",
      " [ 2.24225961 -0.11805969  1.32602791  1.4427088 ]\n",
      " [ 0.54695205  0.8077768   1.04092235  1.57450745]\n",
      " [ 0.66804545  0.11339944  0.98390123  0.78371551]\n",
      " [ 0.18367186 -0.11805969  0.58475344  0.78371551]\n",
      " [ 1.27351244  0.11339944  0.92688012  1.17911148]\n",
      " [ 1.03132564  0.11339944  1.04092235  1.57450745]\n",
      " [ 1.27351244  0.11339944  0.75581678  1.4427088 ]\n",
      " [-0.05851493 -0.81243705  0.75581678  0.91551417]\n",
      " [ 1.15241904  0.34485856  1.21198569  1.4427088 ]\n",
      " [ 1.03132564  0.57631768  1.09794346  1.70630611]\n",
      " [ 1.03132564 -0.11805969  0.81283789  1.4427088 ]\n",
      " [ 0.54695205 -1.27535529  0.69879566  0.91551417]\n",
      " [ 0.78913885 -0.11805969  0.81283789  1.04731282]\n",
      " [ 0.42585866  0.8077768   0.92688012  1.4427088 ]\n",
      " [ 0.06257847 -0.11805969  0.75581678  0.78371551]]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# 标准化数据\n",
    "X_std = StandardScaler().fit_transform(X)\n",
    "print (X_std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "协方差矩阵： \n",
      "[[ 1.00675676 -0.10448539  0.87716999  0.82249094]\n",
      " [-0.10448539  1.00675676 -0.41802325 -0.35310295]\n",
      " [ 0.87716999 -0.41802325  1.00675676  0.96881642]\n",
      " [ 0.82249094 -0.35310295  0.96881642  1.00675676]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "# 协方差公式\n",
    "mean_vec = np.mean(X_std, axis=0)\n",
    "cov_mat = (X_std - mean_vec).T.dot((X_std - mean_vec)) / (X_std.shape[0]-1)\n",
    "print('协方差矩阵： \\n%s' %cov_mat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "特征向量： \n",
      "[[ 0.52308496 -0.36956962 -0.72154279  0.26301409]\n",
      " [-0.25956935 -0.92681168  0.2411952  -0.12437342]\n",
      " [ 0.58184289 -0.01912775  0.13962963 -0.80099722]\n",
      " [ 0.56609604 -0.06381646  0.63380158  0.52321917]]\n",
      "\n",
      "特征值： \n",
      "[2.92442837 0.93215233 0.14946373 0.02098259]\n"
     ]
    }
   ],
   "source": [
    "eig_vals, eig_vecs = np.linalg.eig(cov_mat)\n",
    "\n",
    "print('特征向量： \\n%s' %eig_vecs)\n",
    "print('\\n特征值： \\n%s' %eig_vals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2.92442837, 3.8565807 , 4.00604443, 4.02702703])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 累加和\n",
    "np.cumsum(eig_vals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.52308496 -0.36956962]\n",
      " [-0.25956935 -0.92681168]\n",
      " [ 0.58184289 -0.01912775]\n",
      " [ 0.56609604 -0.06381646]]\n"
     ]
    }
   ],
   "source": [
    "from numpy import mat\n",
    "new_vec = eig_vecs[:,:2]\n",
    "print(new_vec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-2.10795032  0.64427554]\n",
      " [-2.38797131  0.30583307]\n",
      " [-2.32487909  0.56292316]\n",
      " [-2.40508635 -0.687591  ]\n",
      " [-2.08320351 -1.53025171]\n",
      " [-2.4636848  -0.08795413]\n",
      " [-2.25174963 -0.25964365]\n",
      " [-2.3645813   1.08255676]\n",
      " [-2.20946338  0.43707676]\n",
      " [-2.17862017 -1.08221046]\n",
      " [-2.34525657 -0.17122946]\n",
      " [-2.24590315  0.6974389 ]\n",
      " [-2.66214582  0.92447316]\n",
      " [-2.2050227  -1.90150522]\n",
      " [-2.25993023 -2.73492274]\n",
      " [-2.21591283 -1.52588897]\n",
      " [-2.20705382 -0.52623535]\n",
      " [-1.9077081  -1.4415791 ]\n",
      " [-2.35411558 -1.17088308]\n",
      " [-1.93202643 -0.44083479]\n",
      " [-2.21942518 -0.96477499]\n",
      " [-2.79116421 -0.50421849]\n",
      " [-1.83814105 -0.11729122]\n",
      " [-2.24572458 -0.17450151]\n",
      " [-1.97825353  0.59734172]\n",
      " [-2.06935091 -0.27755619]\n",
      " [-2.18514506 -0.56366755]\n",
      " [-2.15824269 -0.34805785]\n",
      " [-2.28843932  0.30256102]\n",
      " [-2.16501749  0.47232759]\n",
      " [-1.8491597  -0.45547527]\n",
      " [-2.62023392 -1.84237072]\n",
      " [-2.44885384 -2.1984673 ]\n",
      " [-2.20946338  0.43707676]\n",
      " [-2.23112223  0.17266644]\n",
      " [-2.06147331 -0.6957435 ]\n",
      " [-2.20946338  0.43707676]\n",
      " [-2.45783833  0.86912843]\n",
      " [-2.1884075  -0.30439609]\n",
      " [-2.30357329 -0.48039222]\n",
      " [-1.89932763  2.31759817]\n",
      " [-2.57799771  0.4400904 ]\n",
      " [-1.98020921 -0.50889705]\n",
      " [-2.14679556 -1.18365675]\n",
      " [-2.09668176  0.68061705]\n",
      " [-2.39554894 -1.16356284]\n",
      " [-2.41813611  0.34949483]\n",
      " [-2.24196231 -1.03745802]\n",
      " [-2.22484727 -0.04403395]\n",
      " [ 1.09225538 -0.86148748]\n",
      " [ 0.72045861 -0.59920238]\n",
      " [ 1.2299583  -0.61280832]\n",
      " [ 0.37598859  1.756516  ]\n",
      " [ 1.05729685  0.21303055]\n",
      " [ 0.36816104  0.58896262]\n",
      " [ 0.73800214 -0.77956125]\n",
      " [-0.52021731  1.84337921]\n",
      " [ 0.9113379  -0.02941906]\n",
      " [-0.01292322  1.02537703]\n",
      " [-0.15020174  2.65452146]\n",
      " [ 0.42437533  0.05686991]\n",
      " [ 0.52894687  1.77250558]\n",
      " [ 0.70241525  0.18484154]\n",
      " [-0.05385675  0.42901221]\n",
      " [ 0.86277668 -0.50943908]\n",
      " [ 0.33388091  0.18785518]\n",
      " [ 0.13504146  0.7883247 ]\n",
      " [ 1.19457128  1.63549265]\n",
      " [ 0.13677262  1.30063807]\n",
      " [ 0.72711201 -0.40394501]\n",
      " [ 0.45564294  0.41540628]\n",
      " [ 1.21038365  0.94282042]\n",
      " [ 0.61327355  0.4161824 ]\n",
      " [ 0.68512164  0.06335788]\n",
      " [ 0.85951424 -0.25016762]\n",
      " [ 1.23906722  0.08500278]\n",
      " [ 1.34575245 -0.32669695]\n",
      " [ 0.64732915  0.22336443]\n",
      " [-0.06728496  1.05414028]\n",
      " [ 0.10033285  1.56100021]\n",
      " [-0.00745518  1.57050182]\n",
      " [ 0.2179082   0.77368423]\n",
      " [ 1.04116321  0.63744742]\n",
      " [ 0.20719664  0.27736006]\n",
      " [ 0.42154138 -0.85764157]\n",
      " [ 1.03691937 -0.52112206]\n",
      " [ 1.015435    1.39413373]\n",
      " [ 0.0519502   0.20903977]\n",
      " [ 0.25582921  1.32747797]\n",
      " [ 0.25384813  1.11700714]\n",
      " [ 0.60915822 -0.02858679]\n",
      " [ 0.31116522  0.98711256]\n",
      " [-0.39679548  2.01314578]\n",
      " [ 0.26536661  0.85150613]\n",
      " [ 0.07385897  0.17160757]\n",
      " [ 0.20854936  0.37771566]\n",
      " [ 0.55843737  0.15286277]\n",
      " [-0.47853403  1.53421644]\n",
      " [ 0.23545172  0.59332536]\n",
      " [ 1.8408037  -0.86943848]\n",
      " [ 1.13831104  0.70171953]\n",
      " [ 2.19615974 -0.54916658]\n",
      " [ 1.42613827  0.05187679]\n",
      " [ 1.8575403  -0.28797217]\n",
      " [ 2.74511173 -0.78056359]\n",
      " [ 0.34010583  1.5568955 ]\n",
      " [ 2.29180093 -0.40328242]\n",
      " [ 1.98618025  0.72876171]\n",
      " [ 2.26382116 -1.91685818]\n",
      " [ 1.35591821 -0.69255356]\n",
      " [ 1.58471851  0.43102351]\n",
      " [ 1.87342402 -0.41054652]\n",
      " [ 1.23656166  1.16818977]\n",
      " [ 1.45128483  0.4451459 ]\n",
      " [ 1.58276283 -0.67521526]\n",
      " [ 1.45956552 -0.25105642]\n",
      " [ 2.43560434 -2.55096977]\n",
      " [ 3.29752602  0.01266612]\n",
      " [ 1.23377366  1.71954411]\n",
      " [ 2.03218282 -0.90334021]\n",
      " [ 0.95980311  0.57047585]\n",
      " [ 2.88717988 -0.38895776]\n",
      " [ 1.31405636  0.48854962]\n",
      " [ 1.69619746 -1.01153249]\n",
      " [ 1.94868773 -0.99881497]\n",
      " [ 1.1574572   0.31987373]\n",
      " [ 1.007133   -0.06550254]\n",
      " [ 1.7733922   0.19641059]\n",
      " [ 1.85327106 -0.55077372]\n",
      " [ 2.4234788  -0.2397454 ]\n",
      " [ 2.31353522 -2.62038074]\n",
      " [ 1.84800289  0.18799967]\n",
      " [ 1.09649923  0.29708201]\n",
      " [ 1.1812503   0.81858241]\n",
      " [ 2.79178861 -0.83668445]\n",
      " [ 1.57340399 -1.07118383]\n",
      " [ 1.33614369 -0.420823  ]\n",
      " [ 0.91061354 -0.01965942]\n",
      " [ 1.84350913 -0.66872729]\n",
      " [ 2.00701161 -0.60663655]\n",
      " [ 1.89319854 -0.68227708]\n",
      " [ 1.13831104  0.70171953]\n",
      " [ 2.03519535 -0.86076914]\n",
      " [ 1.99464025 -1.04517619]\n",
      " [ 1.85977129 -0.37934387]\n",
      " [ 1.54200377  0.90808604]\n",
      " [ 1.50925493 -0.26460621]\n",
      " [ 1.3690965  -1.01583909]\n",
      " [ 0.94680339  0.02182097]]\n"
     ]
    }
   ],
   "source": [
    "X_new = X_std.dot(new_vec)\n",
    "print(X_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23b64813780>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_origin = pd.DataFrame(X[:,0:2], columns=['sepal_length', 'sepal_width'])\n",
    "sns.scatterplot(x='sepal_length', y='sepal_width', hue=y,  data=feature_origin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_df = pd.DataFrame(X_new, columns=['feature1', 'feature2'])\n",
    "ax = sns.scatterplot(x='feature1', y='feature2', hue=y,  data=feature_df)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
